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@@ -39,6 +39,8 @@ An advanced deep learning model for automatically tagging anime/manga illustrati
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  - **Streamlit web interface**: User-friendly UI for uploading and analyzing images.
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  - **Adjustable threshold profiles**: Overall, Weighted, Category-specific, High Precision, and High Recall profiles.
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  - **Fine-grained control**: Per-category threshold adjustments for precision-recall tradeoffs.
 
 
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  ## Performance Notes:
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@@ -554,6 +556,7 @@ The monitor provides invaluable insights into how the two-stage prediction model
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  ## Acknowledgments:
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  - Claude Sonnet 3.5 and 3.7 for being incredibly helpful with the brainstorming and coding.
 
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  - [Danbooru](https://danbooru.donmai.us/) for the incredible dataset of tagged anime images.
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  - [p1atdev](https://huggingface.co/p1atdev) for the processed Danbooru 2024 dataset.
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  - Microsoft for DeepSpeed, which made training possible on consumer hardware.
 
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  - **Streamlit web interface**: User-friendly UI for uploading and analyzing images.
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  - **Adjustable threshold profiles**: Overall, Weighted, Category-specific, High Precision, and High Recall profiles.
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  - **Fine-grained control**: Per-category threshold adjustments for precision-recall tradeoffs.
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+ - **Safetensors and ONNX**: Original pickle files available in /models.
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+ - **EfficientNetV2-L Backbone**": Backbone performance greatly improved by the refining embedding layer.
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  ## Performance Notes:
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  ## Acknowledgments:
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  - Claude Sonnet 3.5 and 3.7 for being incredibly helpful with the brainstorming and coding.
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+ - [EfficientNetV2](https://arxiv.org/abs/2104.00298) for the backbone
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  - [Danbooru](https://danbooru.donmai.us/) for the incredible dataset of tagged anime images.
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  - [p1atdev](https://huggingface.co/p1atdev) for the processed Danbooru 2024 dataset.
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  - Microsoft for DeepSpeed, which made training possible on consumer hardware.